{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Audio spectrogram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "In this example we will go through the steps to build a DALI audio processing pipeline, including the calculation of a spectrogram. A spectrogram is a representation of a signal (e.g. an audio signal) that shows the evolution of the frequency spectrum in time.\n", "\n", "Typically, a spectrogram is calculated by computing the fast fourier transform (FFT) over a series of overlapping windows extracted from the original signal. The process of dividing the signal in short term sequences of fixed size and applying FFT on those independently is called Short-time Fourier transform (STFT). The spectrogram is then calculated as the (typically squared) complex magnitude of the STFT.\n", "\n", "Extracting short term windows of the original image affects the calculated spectrum by producing aliasing artifacts. This is often called spectral leakage. To control/reduce the spectral leakage effect, we use different window functions when extracting the windows. Some examples of window functions are: Hann, Hanning, etc.\n", "\n", "It is beyond the scope of this example to go deeper into the details of the signal processing concepts we mentioned above. More information can be found here:\n", "- [STFT](https://en.wikipedia.org/wiki/Short-time_Fourier_transform)\n", "- [Window functions](https://en.wikipedia.org/wiki/Window_function)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reference implementation\n", "\n", "To verify the correctness of DALI's implementation, we will compare it against librosa (https://librosa.github.io/librosa/)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import librosa as librosa\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "import librosa.display" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Librosa provides an API to calculate the STFT, producing a complex output (i.e. complex numbers). It is then trivial to calculate the power spectrum from the complex STFT by the following" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Size of the FFT, which will also be used as the window length\n", "n_fft=2048\n", "\n", "# Step or stride between windows. If the step is smaller than the window lenght, the windows will overlap\n", "hop_length=512\n", "\n", "# Load sample audio file\n", "y, sr = librosa.load(librosa.util.example_audio_file())\n", "\n", "# Calculate the spectrogram as the square of the complex magnitude of the STFT\n", "spectrogram_librosa = np.abs(librosa.stft(\n", " y, n_fft=n_fft, hop_length=hop_length, win_length=n_fft, window='hann')) ** 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now transform the spectrogram output to a logarithmic scale by transforming the amplitude to decibels. While doing so we will also normalize the spectrogram so that its maximum represent the 0 dB point." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "spectrogram_librosa_db = librosa.power_to_db(spectrogram_librosa, ref=np.max)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last step is to display the spectrogram" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def show_spectrogram(spec, title, sr, hop_length, y_axis='log', x_axis='time'):\n", " librosa.display.specshow(spec, sr=sr, y_axis=y_axis, x_axis=x_axis, hop_length=hop_length)\n", " plt.title(title)\n", " plt.colorbar(format='%+2.0f dB')\n", " plt.tight_layout()\n", " plt.show()\n", " \n", "show_spectrogram(spectrogram_librosa_db, 'Reference power spectrogram', sr, hop_length)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating the Spectrogram using DALI\n", "\n", "To demonstrate DALI's [spectrogram](../../supported_ops.html#nvidia.dali.fn.spectrogram) operator we will define a DALI pipeline, whose input will be provided externally with the help of [external_source](../../supported_ops.html#nvidia.dali.fn.external_source) operator. For demonstration purposes, we can just feed the same input in every iteration, as we will be only calculating one spectrogram." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from nvidia.dali import pipeline_def\n", "import nvidia.dali.fn as fn\n", "import nvidia.dali.types as types\n", "import nvidia.dali as dali\n", "\n", "audio_data = np.array(y, dtype=np.float32)\n", "\n", "@pipeline_def\n", "def spectrogram_pipe(nfft, window_length, window_step, device='cpu'):\n", " audio = types.Constant(device=device, value=audio_data)\n", " spectrogram = fn.spectrogram(audio, device=device, nfft=nfft, \n", " window_length=window_length,\n", " window_step=window_step)\n", " return spectrogram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the pipeline defined, we can now just build it and run it" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pipe = spectrogram_pipe(device='gpu', batch_size=1, num_threads=3, device_id=0, \n", " nfft=n_fft, window_length=n_fft, window_step=hop_length)\n", "pipe.build()\n", "outputs = pipe.run()\n", "spectrogram_dali = outputs[0][0].as_cpu()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and display it as we did with the reference implementation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spectrogram_dali_db = librosa.power_to_db(spectrogram_dali, ref=np.max)\n", "show_spectrogram(spectrogram_dali_db, 'DALI power spectrogram', sr, hop_length)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a last sanity check, we can verify that the numerical difference between the reference implementation and DALI's is insignificant" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average error: 0.00359 dB\n" ] } ], "source": [ "print(\"Average error: {0:.5f} dB\".format(np.mean(np.abs(spectrogram_dali_db - spectrogram_librosa_db))))\n", "assert(np.allclose(spectrogram_dali_db, spectrogram_librosa_db, atol=2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mel Spectrogram\n", "\n", "The mel scale is a non-linear transformation of frequency scale based on the perception of pitches. The mel scale is calculated so that two pairs of frequencies separated by a delta in the mel scale are perceived by humans as being equidistant. More information can be found here: https://en.wikipedia.org/wiki/Mel_scale.\n", "\n", "In machine learning applications involving speech and audio, we typically want to represent the power spectrogram in the mel scale domain. We do that by applying a bank of overlapping triangular filters that compute the energy of the spectrum in each band.\n", "\n", "Typically, we want the mel spectrogram represented in decibels. We can calculate a mel spectrogram in decibels by using the following DALI pipeline. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "@pipeline_def\n", "def mel_spectrogram_pipe(nfft, window_length, window_step, device='cpu'):\n", " audio = types.Constant(device=device, value=audio_data)\n", " spectrogram = fn.spectrogram(audio, device=device, nfft=nfft, \n", " window_length=window_length,\n", " window_step=window_step)\n", " mel_spectrogram = fn.mel_filter_bank(spectrogram, sample_rate=sr, nfilter = 128, freq_high = 8000.0)\n", " mel_spectrogram_dB = fn.to_decibels(mel_spectrogram, multiplier = 10.0, cutoff_db = -80)\n", " return mel_spectrogram_dB" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "pipe = mel_spectrogram_pipe(device='gpu', batch_size=1, num_threads=3, device_id=0,\n", " nfft=n_fft, window_length=n_fft, window_step=hop_length)\n", "pipe.build()\n", "outputs = pipe.run()\n", "mel_spectrogram_dali_db = np.array(outputs[0][0].as_cpu())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now verify that it produces the same result as Librosa" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_spectrogram(mel_spectrogram_dali_db, 'DALI Mel-frequency spectrogram', sr, hop_length, y_axis='mel')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mel_spectrogram_librosa = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128, fmax=8000)\n", "mel_spectrogram_librosa_db = librosa.power_to_db(mel_spectrogram_librosa, ref=np.max)\n", "assert(np.allclose(mel_spectrogram_dali_db, mel_spectrogram_librosa_db, atol=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mel-Frequency Cepstral Coefficients (MFCCs)\n", "\n", "MFCCs are an alternative representation of the Mel-frequency spectrogram often used in audio applications. The MFCCs are calculated by applying the discrete cosine transform (DCT) to a mel-frequency spectrogram. \n", "\n", "DALI's implementation of DCT uses uses the formulas described in https://en.wikipedia.org/wiki/Discrete_cosine_transform\n", "\n", "\n", "In addition to the DCT, a cepstral filter (also known as *liftering*) can be applied to emphasize higher order coefficients.\n", "\n", "A *liftered* cepstral coefficient is calculated according to the formula\n", "$$\n", "\\widehat{\\text{MFCC}_i} = w_{i} \\cdot \\text{MFCC}_{i}\n", "$$\n", "where\n", "$$\n", "w_i = 1 + \\frac{L}{2}\\sin\\Big(\\frac{\\pi i}{L}\\Big)\n", "$$\n", "where $L$ is the *liftering* coefficient.\n", "\n", "More information about MFCC can be found here: https://en.wikipedia.org/wiki/Mel-frequency_cepstrum." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use DALI's MFCC operator to transform the mel-spectrogram into a set of MFCCs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "@pipeline_def\n", "def mel_spectrogram_pipe(nfft, window_length, window_step, dct_type, n_mfcc, normalize, lifter, device='cpu'):\n", " audio = types.Constant(device=device, value=audio_data)\n", " spectrogram = fn.spectrogram(audio, device=device, nfft=nfft, \n", " window_length=window_length,\n", " window_step=window_step)\n", " mel_spectrogram = fn.mel_filter_bank(spectrogram, sample_rate=sr, nfilter = 128, freq_high = 8000.0)\n", " mel_spectrogram_dB = fn.to_decibels(mel_spectrogram, multiplier = 10.0, cutoff_db = -80)\n", " mfccs = fn.mfcc(mel_spectrogram_dB, axis=0,dct_type=dct_type, n_mfcc=n_mfcc, \n", " normalize=normalize, lifter=lifter)\n", " return mfccs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now run the pipeline and display the output as we did previously" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "pipe = mel_spectrogram_pipe(device='gpu', batch_size=1, num_threads=3, device_id=0,\n", " nfft=n_fft, window_length=n_fft, window_step=hop_length,\n", " dct_type=2, n_mfcc=40, normalize=True, lifter=0)\n", "pipe.build()\n", "outputs = pipe.run()\n", "mfccs_dali = np.array(outputs[0][0].as_cpu())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 4))\n", "librosa.display.specshow(mfccs_dali, x_axis='time')\n", "plt.colorbar()\n", "plt.title('MFCC (DALI)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a last step, let's verify that this implementation produces the same result as Librosa. Please note, we are comparing the ortho-normalized MFCCs, as Librosa's DCT implementation uses a different formula which causes the output to be scaled by a factor of 2 when we compare it with the Wikipedia's formulae. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "mfccs_librosa = librosa.feature.mfcc(S=mel_spectrogram_librosa_db,\n", " dct_type=2, n_mfcc=40, norm='ortho', lifter=0)\n", "assert(np.allclose(mfccs_librosa, mfccs_dali, atol=1))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }